| Literature DB >> 32442145 |
Farzan Sasangohar1,2, Karim Zahed1, Ranjana Mehta1, Madhav Erraguntla1, Khalid Qaraqe3.
Abstract
BACKGROUND: Hypoglycemia, or low blood sugar levels, in people with diabetes can be a serious life-threatening condition, and serious outcomes can be avoided if low levels of blood sugar are proactively detected. Although technologies exist to detect the onset of hypoglycemia, they are invasive or costly or exhibit a high incidence of false alarms. Tremors are commonly reported symptoms of hypoglycemia and may be used to detect hypoglycemic events, yet their onset is not well researched or understood.Entities:
Keywords: diabetes mellitus; hypoglycemia; mobile phone; remote sensing technology; survey methods; tremor
Year: 2020 PMID: 32442145 PMCID: PMC7330735 DOI: 10.2196/17890
Source DB: PubMed Journal: JMIR Diabetes ISSN: 2371-4379
Participant demographics.
| Online data sample | National data | ||||
| Characteristics | Values, n (%) | Characteristics | Values, % | References | |
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| [ | ||||
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| Female | 129 (60.9) | —a | 51.0 |
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| Male | 83 (39.1) | — | 49.0 |
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| [ | ||||
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| 18-29 | 34 (16.0) | 20-29 | 18.4 |
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| 30-39 | 64 (30.2) | 30-39 | 17.8 |
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| 40-49 | 53 (25.0) | 40-49 | 16.6 |
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| 50-59 | 33 (15.6) | 50-59 | 17.4 |
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| ≥60 | 28 (13.2) | ≥60 | 29.8 |
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| [ | ||||
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| White | 182 (85.9) | — | 76.5 |
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| Native Hawaiian or Other Pacific Islander | 2 (0.9) | — | 0.2 |
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| Black or African American | 13 (6.1) | — | 13.4 |
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| Asian | 6 (2.8) | — | 5.9 |
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| Two or more races | 6 (2.8) | — | 2.7 |
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| Other | 3 (1.4) | — | — |
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| White non-Hispanic | 174 (82.1) | — | 60.4 |
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| Hispanic or Latino | 17 (8.0) | — | 18.3 |
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| [ | ||||
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| None | 15 (7.1) | — | 19.0 |
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| Yes | 197 (92.9) | — | 81.0 |
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| Android | 103 (52.2) | — | 51.1 |
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| iOS | 93 (47.2) | — | 48.1 |
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| Other | 1 (0.5) | — | 0.8 |
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| [ | ||||
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| <20,000 | 24 (11.3) | <25,000 | 19.1 |
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| 20,000 to 29,999 | 20 (9.4) | 25,000 to 35,000 | 8.8 |
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| 30,000 to 39,999 | 23 (10.9) | 35,000 to 50,000 | 12.0 |
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| 40,000 to 49,999 | 17 (8.0) | 50,000 to 75,000 | 17.2 |
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| 50,000 to 59,999 | 29 (13.7) | |||
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| >60,000 | 92 (434) | >75,000 | 42.9 |
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| Did not answer | 7 (33) | Did not answer | — |
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| [ | ||||
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| Not available | — | None | 1.4 |
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| Less than high school | 2 (0.9) | — | 4.2 |
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| High school | 36 (17.0) | — | 34.9 |
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| Some college, no degree | 43 (20.3) | — | 21.0 |
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| Bachelor's degree | 61 (28.8) | — | 18.8 |
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| Associate degree or trade school | 20 (9.4) | — | 8.2 |
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| Graduate or professional | 50 (236) | — | 11.5 |
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| ≤1 | 69 (32.5) | — | — |
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| >1 and ≤10 | 46 (21.7) | — | — |
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| >10 and ≤25 | 39 (18.4) | — | — |
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| >25 | 58 (27.4) | — | — |
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| 0 | 12 (5.9) | — | — |
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| 1-3 | 85 (41.7) | — | — |
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| 4-10 | 107 (52.5) | — | — |
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aNot available.
Average reported rating of severity and frequency of occurrence of different hypoglycemic symptoms.
| Symptoms | Frequencya | Severityb | Spearman correlation, ρ | ||
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| Mean (SD) | Median | Mean (SD) | Median |
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| Nausea | 4.15 (2.75) | 4 | 4.08 (2.8) | 4 | 0.88 |
| Change in saliva | 4.46 (2.88) | 5 | 4.29 (2.88) | 4 | 0.90 |
| Tremor | 4.83 (2.77) | 5 | 4.59 (2.71) | 4 | 0.84 |
| Headache | 5.36 (2.92) | 6 | 4.95 (2.97) | 5 | 0.85 |
| Change in body temperature | 5.59 (2.87) | 6 | 5.24 (2.89) | 5 | 0.86 |
| Tingly feeling in limbs | 5.76 (2.82) | 6 | 5.26 (2.74) | 5 | 0.82 |
| Sweating | 5.95 (2.78)) | 6 | 5.75 (2.81) | 6 | 0.84 |
a1=extremely rare, 5=neither rare nor frequent, 10=extremely frequent.
b1=extremely mild, 5=neither mild nor severe, 10=extremely severe.
Reported frequency of occurrence of tremors.
| Tremor occurrence | Values, n (%) |
| Never | 11 (5.2) |
| Rarely | 48 (22.6) |
| Once a month | 43 (20.3) |
| Once a week | 36 (17) |
| Once every few days | 39 (18.4) |
| Once a day | 24 (11.3) |
| More than once a day | 11 (5.2) |
Symptom frequency and severity across hypoglycemia impaired or aware groups.
| Symptoms | Symptom frequencya | Symptom severityb | ||||
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| Impaired, mean (SD) | Aware, mean (SD) | Impaired, mean (SD) | Aware, mean (SD) | ||
| Nausea | 3.08 (2.09) | 5.29 (2.93) | <.001 | 2.87 (1.94) | 5.38 (3.01) | <.001 |
| Tremor | 3.19 (1.97) | 6.59 (2.40) | <.001 | 2.97 (1.84) | 6.33 (2.4) | <.001 |
| Headache | 4.49 (2.72) | 6.30 (2.84) | <.001 | 3.99 (2.67) | 5.99 (2.93) | <.001 |
| Change in saliva | 3.12 (2.23) | 5.9 (2.82) | <.001 | 2.92 (2.24) | 5.76 (2.76) | <.001 |
| Sweating | 4.87 (2.67) | 7.11 (2.41) | <.001 | 4.46 (2.51) | 7.14 (2.44) | <.001 |
| Change in body temperature | 4.3 (2.52) | 7.0 (2.55) | <.001 | 3.86 (2.43) | 6.73 (2.59) | <.001 |
| Tingly feeling in limbs | 4.61 (2.78) | 7.01 (2.28) | <.001 | 4.04 (2.46) | 6.57 (2.41) | <.001 |
a1=extremely rare, 5=neither rare nor frequent, 10=extremely frequent.
b1=extremely mild, 5=neither mild nor severe, 10=extremely severe.
cMann-Whitney test results.
Frequency of hypoglycemic tremors across genders.
| Charecteristics | Female, n (%) | Male, n (%) |
| Never | 6 (5) | 5 (6) |
| Rarely | 30 (23) | 18 (22) |
| Once a month | 29 (22) | 14 (17) |
| Once a week | 23 (18) | 13 (16) |
| Once every few days | 25 (19) | 14 (17) |
| Once a day | 11 (9) | 13 (16) |
| More than once a day | 5 (4) | 6 (7) |
| Total (N) | 129 | 83 |
Effect of gender on tremor noticeability, frequency, and severity.
| Differences across gender | Participants, n | Median | Mean (SD) | ||||
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| <.001 | |||||
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| Female | 129 | 5 | 4.94 (2.55) |
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| Male | 83 | 7 | 6.23 (2.69) |
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| .11 | |||||
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| Female | 129 | 4 | 4.57 (2.63) |
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| Male | 83 | 5 | 5.24 (2.95) |
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| .03 | |||||
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| Female | 129 | 4 | 4.26 (2.61) |
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| Male | 83 | 5 | 5.10 (2.80) |
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a1=extremely unnoticeable, 5=neither unnoticeable nor noticeable, 10=extremely noticeable.
b1=extremely rare, 5=neither rare nor frequent, 10=extremely frequent.
c1=extremely mild, 5=neither mild nor severe, 10=extremely severe.
Figure 1Frequency of hypoglycemic tremors across age groups (top: youngest group [18-30 years]; middle: 30-60 years; bottom: oldest group [≥60 years]).
Effect of age on tremor noticeability, frequency, and severity.
| Differences across gender | Participants, n | Mean (SD) | Median | ||||
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| <.001 | |||||
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| 18-30 | 48 | 5.46 (2.32) | 5 |
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| 31-60 | 136 | 5.81 (2.64) | 6 |
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| ≥60 | 28 | 3.64 (2.74) | 2.5 |
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| .12 | |||||
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| 18-30 | 48 | 4.58 (2.583) | 4.5 |
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| 31-60 | 136 | 5.09 (2.82) | 5 |
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| ≥60 | 28 | 3.96 (2.76) | 3 |
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| .07 | |||||
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| 18-30 | 48 | 4.56 (2.74) | 4 |
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| 31-60 | 136 | 4.82 (2.71) | 5 |
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| ≥60 | 28 | 3.54 (2.5) | 3 |
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a1=extremely unnoticeable, 5=neither unnoticeable nor noticeable, 10=extremely noticeable.
b1=extremely rare, 5=neither rare nor frequent, 10=extremely frequent.
c1=extremely mild, 5=neither mild nor severe, 10=extremely severe.
Figure 2Frequency of hypoglycemic tremors across years with diabetes groups (top: most recently diagnosed; bottom: longest diagnosed).
Effect of years living with diabetes on tremor noticeability, frequency, and severity.
| Differences across years with diabetes | Participants, n | Mean (SD) | Median | |||
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| .01 | ||||
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| ≤1 | 69 | 6.03 (2.46) | 6 |
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| >1 and ≤10 | 46 | 5.44 (2.61) | 6 |
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| >10 and ≤25 | 39 | 5.41 (2.67) | 5 |
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| >25 | 58 | 4.78 (2.87) | 5 |
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| .12 | ||||
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| ≤1 | 69 | 5.44 (2.89) | 5 |
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| >1 and ≤10 | 46 | 4.67 (2.65) | 5 |
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| >10 and ≤25 | 39 | 4.87 (2.76) | 5 |
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| >25 | 58 | 4.21 (2.65) | 4 |
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| .07 | ||||
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| ≤1 | 69 | 5.20 (2.79) | 5 |
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| >1 and ≤10 | 46 | 4.59 (2.74) | 5 |
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| >10 and ≤25 | 39 | 4.51 (2.50) | 4 |
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| >25 | 58 | 3.91 (2.62) | 3 |
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a1=extremely unnoticeable, 5=neither unnoticeable nor noticeable, 10=extremely noticeable.
b1=extremely rare, 5=neither rare nor frequent, 10=extremely frequent.
c1=extremely mild, 5=neither mild nor severe, 10=extremely severe.
Effect of the level of physical activity on tremor noticeability, frequency, and severity.
| Differences across levels of physical activity | Participants, n | Mean (SD) | Median | ||||
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| .26 | |||||
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| Highly active | 23 | 6.48 (2.94) | 7 |
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| Active | 65 | 5.17 (2.52) | 5 |
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| Insufficiently active | 74 | 5.42 (2.40) | 5.5 |
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| Inactive | 50 | 5.36 (3.06) | 5 |
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| .18 | |||||
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| Highly active | 23 | 5.78 (3.06) | 6 |
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| Active | 65 | 4.79 (2.70) | 4 |
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| Insufficiently active | 74 | 4.34 (2.50) | 5 |
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| Inactive | 50 | 5.18 (3.04) | 5 |
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| .09 | |||||
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| Highly active | 23 | 5.65 (3.01) | 5 |
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| Active | 65 | 4.75 (2.78) | 5 |
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| Insufficiently active | 74 | 4.00 (2.40) | 4 |
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| Inactive | 50 | 4.76 (2.79) | 4.5 |
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a1=extremely unnoticeable, 5=neither unnoticeable nor noticeable, 10=extremely noticeable.
b1=extremely rare, 5=neither rare nor frequent, 10=extremely frequent.
c1=extremely mild, 5=neither mild nor severe, 10=extremely severe.
Device brands reported.
| Brand | Values, n (%) |
| Medtronic | 25 (16.6) |
| One Touch | 24 (15.9) |
| Dexcom | 17 (11.3) |
| Freestyle Libre | 10 (6.6) |
| Accu-Chek | 7 (4.6) |
| Bayer Contour | 7 (4.6) |
| OmniPod | 7 (4.6) |
| ReliOn | 4 (2.6) |
| True Metrix | 3 (2.0) |
| Other brands | 9 (6.0) |
| Don't know/unidentified | 31 (20.5) |
Rating of features for a smartphone app to manage diabetes.
| Smartphone app features | Meana (SD) | Median |
| Glucose monitor | 7.11 (2.74) | 8 |
| Insulin log | 6.59 (2.8) | 7 |
| Graphical display of diabetes data | 6.55 (2.85) | 7 |
| Log for abnormal sugar levels | 6.54 (2.9) | 7 |
| Food log | 6.34 (2.98) | 7 |
| Medication log | 6.16 (3.01) | 7 |
| Reminders | 6.14 (3.06) | 7 |
| Educational content | 5.59 (2.84) | 6 |
a1=not important, 5=neutral, 10=very important.
Rating of characteristics for a device to manage diabetes.
| Device characteristics | Meana (SD) | Median |
| High accuracy of reading | 8.49 (1.88) | 9 |
| Low cost | 8.21 (2.27) | 9 |
| Low maintenance | 8.06 (2.18) | 9 |
| 24-hour monitoring | 8.02 (2.28) | 9 |
| Doesn’t affect daily habits | 7.97 (2.16) | 8 |
| High privacy and security | 7.85 (2.28) | 8 |
| Customizability | 7.59 (2.36) | 8 |
| Not invasive | 7.54 (2.57) | 8 |
| Sending health data to caregivers | 6.92 (2.62) | 7 |
a1=not important, 5=neutral, 10=very important.
Rating of items from the comfort rating scale.
| Wearability characteristics | Meana (SD) | Median |
| Aesthetics (I care about how the device looks) | 6.59 (2.85) | 7 |
| Social discreteness (I don't want to feel that people look at my wrist and ask about my device) | 6.65 (3.01) | 7 |
| Emotions (I don't want to feel anxious wearing it) | 6.76 (2.95) | 7.5 |
| Harm (I don't want this device to cause harm to me) | 7.71 (2.67) | 9 |
| Size (I want the device to not be bulky) | 7.77 (2.34) | 8 |
a1=not important, 5=neutral, 10=very important.